Barplots are created using Prism 7 (www.graphpad.com). The 100 different sets of controls genes are created as previously described in Fig 1. Area under the curve (AUC) is calculated by measure the total area below the ROC curve. P values were calculated using Wilcoxon test. Cumulative plots are created based on CIG probability and cumulative percentage.